library(tidyverse)
## Warning: package 'ggplot2' was built under R version 4.3.3
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## ✔ dplyr 1.1.4 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
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## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(knitr)
library(plotly)
##
## Attaching package: 'plotly'
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## last_plot
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## filter
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## layout
library(ggeffects)
library(ggformula)
## Loading required package: scales
##
## Attaching package: 'scales'
##
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##
## discard
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## col_factor
##
## Loading required package: ggridges
##
## New to ggformula? Try the tutorials:
## learnr::run_tutorial("introduction", package = "ggformula")
## learnr::run_tutorial("refining", package = "ggformula")
library(ipumsr)
## Warning: package 'ipumsr' was built under R version 4.3.3
library(survival)
library(survminer)
## Warning: package 'survminer' was built under R version 4.3.3
## Loading required package: ggpubr
## Warning: package 'ggpubr' was built under R version 4.3.3
##
## Attaching package: 'survminer'
##
## The following object is masked from 'package:survival':
##
## myeloma
ddi <- read_ipums_ddi("C:/Users/bszet/Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00029.xml")
data1 <- read_ipums_micro(ddi)
## Use of data from IPUMS NHIS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.
ddi <- read_ipums_ddi("C:/Users/bszet/Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00027.xml")
data2 <- read_ipums_micro(ddi)
## Use of data from IPUMS NHIS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.
ddi <- read_ipums_ddi("C:/Users/bszet/Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00030.xml")
data3 <- read_ipums_micro(ddi)
## Use of data from IPUMS NHIS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.
# ddi <- read_ipums_ddi("/Users/benszeto/Library/CloudStorage/Box-Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00029.xml")
#
# data1 <- read_ipums_micro(ddi)
#
# ddi <- read_ipums_ddi("/Users/benszeto/Library/CloudStorage/Box-Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00027.xml")
#
# data2 <- read_ipums_micro(ddi)
#
# ddi <- read_ipums_ddi("/Users/benszeto/Library/CloudStorage/Box-Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00030.xml")
#
# data3 <- read_ipums_micro(ddi)
data1<-data1%>%#Selecting variables of interest from data1
select(NHISPID, DIABETICAGE, DIAYRSAGO)
data3<-data3%>%#Selecting variables of interest from data3
select(NHISPID, MORTDODY, MORTWT, MORTSTAT)
data<-merge(data1, data2, by="NHISPID")
data<-merge(data, data3, by="NHISPID")
data%>%
filter(!MORTDODY==9999)%>%
select(MORTDODY)%>%
arrange(desc(MORTDODY))
data<-data%>%
mutate(exposure_birth=ifelse(
MORTSTAT==1,
MORTDODY-YEAR+AGE,#If dead, time ends at year of death
2019-YEAR+AGE#If alive or NIU, time ends at 2019
))
data<-data%>%
mutate(exposure_diabetes=ifelse(
!DIABETICAGE==96 & !MORTDODY==9999,
(AGE-DIABETICAGE)+(MORTDODY-YEAR),
NA
))
data<-data%>%
mutate(racea=as_factor(RACEA))%>%
mutate(mortstat=as_factor(MORTSTAT))%>%
mutate(morthypr=as_factor(MORTHYPR))%>%
mutate(sex=as_factor(SEX))%>%
filter(racea%in%c("Chinese", "Asian Indian", "White", "Filipino"))%>% #selecting Chinese, Asian Indian, Filipino, and White
filter(!BMI==0)%>% #filtering out extraneous BMIs
filter(BMI<90)%>%
filter(MORTELIG==1)%>%
mutate(BMI_R_Cat=ifelse(racea=="White",
case_when(BMI<18.5~"Underweight",#BMI thresholds for Whites
BMI>=18.5 & BMI<25~"Normal Weight",
BMI>=25 & BMI <30~"Overweight",
BMI>=30~"Obese"),
case_when(BMI<18.5~"Underweight",#BMI thresholds for Asians (Considered all races not White)
BMI>=18.5 & BMI<23~"Normal Weight",
BMI>=23 & BMI <27.5~"Overweight",
BMI>=27.5~"Obese")))#27.5 is obese for Asians
#mutate(CVD_MOR=ifelse(MORTUCODLD%in%c(1, 5), TRUE, FALSE))%>%
data%>%
select(EDUCREC2)%>%
mutate(Education=as_factor(EDUCREC2))%>%
ggplot()+
geom_bar(aes(x=Education))+
theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
data<-data%>%#recoding education
filter(!EDUCREC2==0)%>%
mutate(Education_recode=case_when(
EDUCREC2%in%c(10,20,30,31,32,40,41)~"Did Not Complete High School",
EDUCREC2==42~"High School Grad",
EDUCREC2%in%c(50,51,52,53)~"Some College",
EDUCREC2==54~"4 years college/Bachelor's degree",
EDUCREC2==60~"Post Bachelor",
EDUCREC2%in%c(96, 97,98,99)~"Unknown",
TRUE~"Check Again"
))
data%>%
ggplot()+
geom_bar(aes(x=Education_recode, fill=racea), position="dodge")+
theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
data%>%
ggplot()+
geom_bar(aes(x=as_factor(SMOKESTATUS2)))+
theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
data<-data%>%
mutate(Smoking_recode=case_when(
SMOKESTATUS2%in%c(10,11,12,13)~"Current Smoker",
SMOKESTATUS2%in%c(20,40)~"Former Smoker",
SMOKESTATUS2%in%c(30)~"Never Smoked",
SMOKESTATUS2==90~"Unknown",
TRUE~"Check Code"
))
data%>%
ggplot()+
geom_bar(aes(x=Smoking_recode))
data%>%
ggplot()+
geom_bar(aes(x=as_factor(HINOTCOVE)))
data<-data%>%
mutate(Insurance_recode=case_when(
HINOTCOVE==1~"Covered",
HINOTCOVE==2~"Uncovered",
HINOTCOVE%in%c(7,8,9)~"Unknown",
TRUE~"Check Code"
))
data%>%
ggplot()+
geom_bar(aes(x=Insurance_recode))+
theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
data<-data%>%
mutate(USBorn_Recode=case_when(
USBORN%in%c(10,11,12)~"Born Outside US",
USBORN==20~"Born in US"))%>%
mutate(USBorn_Recode=relevel(droplevels(as_factor(USBorn_Recode)), "Born in US"))
data%>%
group_by(USBorn_Recode)%>%
count()
data%>%
select(EARNINGS)%>%
ggplot()+
geom_bar(aes(x=as_factor(EARNINGS)))+
theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
data<-data%>%
mutate(Earnings_recode=case_when(
EARNINGS%in%c(0,97,98,99)~"NIU/Unknown",
EARNINGS%in%c(1,2,3,4,5)~"Cat1",
EARNINGS%in%c(5,6,7,8)~"Cat2",
EARNINGS%in%c(9,10,11)~"Cat3"
))
data%>%
ggplot()+
geom_bar(aes(x=Earnings_recode))
data<-data%>%
filter(!Earnings_recode=="NIU/Unknown")#Sample size goes down significantly when needing income information
data_practice<-data%>%
mutate(Diabetes_Lifetime=case_when(
DIABETICEV==2|MORTDIAB==2~"Diabetic",
DIABETICEV%in%c(0,7,8,9) & MORTDIAB==9~"Unknown/Not in Universe",
TRUE~"Non-Diabetic"
))%>%
filter(!Diabetes_Lifetime=="Unknown/Not in Universe")%>%
mutate(Diabetes_Lifetime=as_factor(Diabetes_Lifetime))%>%
mutate(Diabetes_Lifetime=droplevels(Diabetes_Lifetime))%>%
mutate(Diabetes_Lifetime=relevel(Diabetes_Lifetime, "Non-Diabetic"))%>%
mutate(Diab_ACM=case_when(
MORTSTAT==1&Diabetes_Lifetime=="Diabetic"~"Diabetic Death",
MORTSTAT==2~"Assumed Alive",
TRUE~"Other Death"
))%>%
#select(MORTELIG, MORTSTAT, Diabetes_Lifetime, Diab_ACM)%>%
mutate(Diab_ACM_binary=ifelse(Diab_ACM=="Diabetic Death", TRUE, FALSE))%>%#Diabetes and dead (not necessisarily underlying cause)
mutate(Diab_Und_ACM=ifelse(
MORTSTAT==1 & MORTDIAB==2,
TRUE,
FALSE
))
# data_practice%>%
# ggplot()+
# geom_bar(aes(x=Diab_ACM_binary))
data<-data%>%
mutate(Diab_Und_ACM=ifelse(
MORTSTAT==1 & MORTDIAB==2,
TRUE,
FALSE
))
data_practice%>%
select(Diab_Und_ACM, MORTSTAT, MORTDIAB)
data
data_practice%>%
group_by(racea, Diab_ACM_binary)%>%
summarise(
n()
)
## `summarise()` has grouped output by 'racea'. You can override using the
## `.groups` argument.
data_practice%>%
group_by(racea, Diab_Und_ACM)%>%
summarise(
n()
)
## `summarise()` has grouped output by 'racea'. You can override using the
## `.groups` argument.
cox_summary<-coxph(Surv(exposure_birth, Diab_ACM_binary) ~ racea + SEX + BMI_R_Cat:racea, data = data_practice)%>%
summary()
## Warning in coxph.fit(X, Y, istrat, offset, init, control, weights = weights, :
## Loglik converged before variable 152,153,157 ; coefficient may be infinite.
cox_summary
## Call:
## coxph(formula = Surv(exposure_birth, Diab_ACM_binary) ~ racea +
## SEX + BMI_R_Cat:racea, data = data_practice)
##
## n= 281017, number of events= 3153
##
## coef
## raceaBlack/African-American NA
## raceaAleut, Alaskan Native, or American Indian NA
## raceaAlaskan Native or American Indian NA
## raceaAlaskan Native/Eskimo NA
## raceaAleut NA
## raceaAmerican Indian NA
## raceaAmerican Indian or Alaskan Native and any other group NA
## raceaAsian or Pacific Islander NA
## raceaAsian NA
## raceaChinese 1.557e-01
## raceaFilipino 6.721e-02
## raceaKorean NA
## raceaVietnamese NA
## raceaJapanese NA
## raceaAsian Indian 2.524e-01
## raceaPacific Islander NA
## raceaHawaiian NA
## raceaSamoan NA
## raceaGuamanian NA
## raceaOther Asian or Pacific Islander NA
## raceaOther Asian or Pacific Islander (1992-1995) NA
## raceaOther Asian or Pacific Islander (1996) NA
## raceaOther Asian or Pacific Islander (1997-1998) NA
## raceaOther Asian (1999 forward) NA
## raceaOther Race NA
## raceaOther Race (1963-1977) NA
## raceaOther Race (1978) NA
## raceaOther Race (1979-1991) NA
## raceaOther Race (1992-1995) NA
## raceaOther Race (1996) NA
## raceaOther Race (1997-1998) NA
## raceaOther Race (1999-2002) NA
## raceaPrimary Race not releasable NA
## raceaMultiple Race, No Primary Race Selected NA
## raceaMultiple Race, including Asian, excluding Black and White NA
## raceaMultiple Race, including Asian and Black, excluding White NA
## raceaMultiple Race, including Asian and White, excluding Black NA
## raceaMultiple Race, including Black, excluding Asian and White NA
## raceaMultiple Race, including Black and White, excluding Asian NA
## raceaMultiple Race, including White, excluding Asian and Black NA
## raceaMultiple Race, including Asian, White, and Black NA
## raceaMultiple Race, excluding Asian, White, and Black NA
## raceaUnknown NA
## raceaUnknown-refused NA
## raceaUnknown-not ascertained NA
## raceaUnknown (1997 forward: Don't know) NA
## SEX -5.228e-01
## raceaWhite:BMI_R_CatObese 1.519e+00
## raceaBlack/African-American:BMI_R_CatObese NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese NA
## raceaAleut:BMI_R_CatObese NA
## raceaAmerican Indian:BMI_R_CatObese NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese NA
## raceaAsian or Pacific Islander:BMI_R_CatObese NA
## raceaAsian:BMI_R_CatObese NA
## raceaChinese:BMI_R_CatObese 1.803e+00
## raceaFilipino:BMI_R_CatObese 1.339e+00
## raceaKorean:BMI_R_CatObese NA
## raceaVietnamese:BMI_R_CatObese NA
## raceaJapanese:BMI_R_CatObese NA
## raceaAsian Indian:BMI_R_CatObese 8.385e-01
## raceaPacific Islander:BMI_R_CatObese NA
## raceaHawaiian:BMI_R_CatObese NA
## raceaSamoan:BMI_R_CatObese NA
## raceaGuamanian:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese NA
## raceaOther Asian (1999 forward):BMI_R_CatObese NA
## raceaOther Race:BMI_R_CatObese NA
## raceaOther Race (1963-1977):BMI_R_CatObese NA
## raceaOther Race (1978):BMI_R_CatObese NA
## raceaOther Race (1979-1991):BMI_R_CatObese NA
## raceaOther Race (1992-1995):BMI_R_CatObese NA
## raceaOther Race (1996):BMI_R_CatObese NA
## raceaOther Race (1997-1998):BMI_R_CatObese NA
## raceaOther Race (1999-2002):BMI_R_CatObese NA
## raceaPrimary Race not releasable:BMI_R_CatObese NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese NA
## raceaUnknown:BMI_R_CatObese NA
## raceaUnknown-refused:BMI_R_CatObese NA
## raceaUnknown-not ascertained:BMI_R_CatObese NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese NA
## raceaWhite:BMI_R_CatOverweight 4.724e-01
## raceaBlack/African-American:BMI_R_CatOverweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight NA
## raceaAleut:BMI_R_CatOverweight NA
## raceaAmerican Indian:BMI_R_CatOverweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight NA
## raceaAsian:BMI_R_CatOverweight NA
## raceaChinese:BMI_R_CatOverweight 4.100e-01
## raceaFilipino:BMI_R_CatOverweight 3.343e-01
## raceaKorean:BMI_R_CatOverweight NA
## raceaVietnamese:BMI_R_CatOverweight NA
## raceaJapanese:BMI_R_CatOverweight NA
## raceaAsian Indian:BMI_R_CatOverweight 5.815e-01
## raceaPacific Islander:BMI_R_CatOverweight NA
## raceaHawaiian:BMI_R_CatOverweight NA
## raceaSamoan:BMI_R_CatOverweight NA
## raceaGuamanian:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight NA
## raceaOther Race:BMI_R_CatOverweight NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight NA
## raceaOther Race (1978):BMI_R_CatOverweight NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight NA
## raceaOther Race (1996):BMI_R_CatOverweight NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight NA
## raceaUnknown:BMI_R_CatOverweight NA
## raceaUnknown-refused:BMI_R_CatOverweight NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight NA
## raceaWhite:BMI_R_CatUnderweight 5.384e-01
## raceaBlack/African-American:BMI_R_CatUnderweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight NA
## raceaAleut:BMI_R_CatUnderweight NA
## raceaAmerican Indian:BMI_R_CatUnderweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaAsian:BMI_R_CatUnderweight NA
## raceaChinese:BMI_R_CatUnderweight -1.159e+01
## raceaFilipino:BMI_R_CatUnderweight -1.145e+01
## raceaKorean:BMI_R_CatUnderweight NA
## raceaVietnamese:BMI_R_CatUnderweight NA
## raceaJapanese:BMI_R_CatUnderweight NA
## raceaAsian Indian:BMI_R_CatUnderweight -1.184e+01
## raceaPacific Islander:BMI_R_CatUnderweight NA
## raceaHawaiian:BMI_R_CatUnderweight NA
## raceaSamoan:BMI_R_CatUnderweight NA
## raceaGuamanian:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight NA
## raceaOther Race:BMI_R_CatUnderweight NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight NA
## raceaOther Race (1978):BMI_R_CatUnderweight NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Race (1996):BMI_R_CatUnderweight NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaUnknown:BMI_R_CatUnderweight NA
## raceaUnknown-refused:BMI_R_CatUnderweight NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight NA
## exp(coef)
## raceaBlack/African-American NA
## raceaAleut, Alaskan Native, or American Indian NA
## raceaAlaskan Native or American Indian NA
## raceaAlaskan Native/Eskimo NA
## raceaAleut NA
## raceaAmerican Indian NA
## raceaAmerican Indian or Alaskan Native and any other group NA
## raceaAsian or Pacific Islander NA
## raceaAsian NA
## raceaChinese 1.168e+00
## raceaFilipino 1.070e+00
## raceaKorean NA
## raceaVietnamese NA
## raceaJapanese NA
## raceaAsian Indian 1.287e+00
## raceaPacific Islander NA
## raceaHawaiian NA
## raceaSamoan NA
## raceaGuamanian NA
## raceaOther Asian or Pacific Islander NA
## raceaOther Asian or Pacific Islander (1992-1995) NA
## raceaOther Asian or Pacific Islander (1996) NA
## raceaOther Asian or Pacific Islander (1997-1998) NA
## raceaOther Asian (1999 forward) NA
## raceaOther Race NA
## raceaOther Race (1963-1977) NA
## raceaOther Race (1978) NA
## raceaOther Race (1979-1991) NA
## raceaOther Race (1992-1995) NA
## raceaOther Race (1996) NA
## raceaOther Race (1997-1998) NA
## raceaOther Race (1999-2002) NA
## raceaPrimary Race not releasable NA
## raceaMultiple Race, No Primary Race Selected NA
## raceaMultiple Race, including Asian, excluding Black and White NA
## raceaMultiple Race, including Asian and Black, excluding White NA
## raceaMultiple Race, including Asian and White, excluding Black NA
## raceaMultiple Race, including Black, excluding Asian and White NA
## raceaMultiple Race, including Black and White, excluding Asian NA
## raceaMultiple Race, including White, excluding Asian and Black NA
## raceaMultiple Race, including Asian, White, and Black NA
## raceaMultiple Race, excluding Asian, White, and Black NA
## raceaUnknown NA
## raceaUnknown-refused NA
## raceaUnknown-not ascertained NA
## raceaUnknown (1997 forward: Don't know) NA
## SEX 5.929e-01
## raceaWhite:BMI_R_CatObese 4.569e+00
## raceaBlack/African-American:BMI_R_CatObese NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese NA
## raceaAleut:BMI_R_CatObese NA
## raceaAmerican Indian:BMI_R_CatObese NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese NA
## raceaAsian or Pacific Islander:BMI_R_CatObese NA
## raceaAsian:BMI_R_CatObese NA
## raceaChinese:BMI_R_CatObese 6.071e+00
## raceaFilipino:BMI_R_CatObese 3.816e+00
## raceaKorean:BMI_R_CatObese NA
## raceaVietnamese:BMI_R_CatObese NA
## raceaJapanese:BMI_R_CatObese NA
## raceaAsian Indian:BMI_R_CatObese 2.313e+00
## raceaPacific Islander:BMI_R_CatObese NA
## raceaHawaiian:BMI_R_CatObese NA
## raceaSamoan:BMI_R_CatObese NA
## raceaGuamanian:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese NA
## raceaOther Asian (1999 forward):BMI_R_CatObese NA
## raceaOther Race:BMI_R_CatObese NA
## raceaOther Race (1963-1977):BMI_R_CatObese NA
## raceaOther Race (1978):BMI_R_CatObese NA
## raceaOther Race (1979-1991):BMI_R_CatObese NA
## raceaOther Race (1992-1995):BMI_R_CatObese NA
## raceaOther Race (1996):BMI_R_CatObese NA
## raceaOther Race (1997-1998):BMI_R_CatObese NA
## raceaOther Race (1999-2002):BMI_R_CatObese NA
## raceaPrimary Race not releasable:BMI_R_CatObese NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese NA
## raceaUnknown:BMI_R_CatObese NA
## raceaUnknown-refused:BMI_R_CatObese NA
## raceaUnknown-not ascertained:BMI_R_CatObese NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese NA
## raceaWhite:BMI_R_CatOverweight 1.604e+00
## raceaBlack/African-American:BMI_R_CatOverweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight NA
## raceaAleut:BMI_R_CatOverweight NA
## raceaAmerican Indian:BMI_R_CatOverweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight NA
## raceaAsian:BMI_R_CatOverweight NA
## raceaChinese:BMI_R_CatOverweight 1.507e+00
## raceaFilipino:BMI_R_CatOverweight 1.397e+00
## raceaKorean:BMI_R_CatOverweight NA
## raceaVietnamese:BMI_R_CatOverweight NA
## raceaJapanese:BMI_R_CatOverweight NA
## raceaAsian Indian:BMI_R_CatOverweight 1.789e+00
## raceaPacific Islander:BMI_R_CatOverweight NA
## raceaHawaiian:BMI_R_CatOverweight NA
## raceaSamoan:BMI_R_CatOverweight NA
## raceaGuamanian:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight NA
## raceaOther Race:BMI_R_CatOverweight NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight NA
## raceaOther Race (1978):BMI_R_CatOverweight NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight NA
## raceaOther Race (1996):BMI_R_CatOverweight NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight NA
## raceaUnknown:BMI_R_CatOverweight NA
## raceaUnknown-refused:BMI_R_CatOverweight NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight NA
## raceaWhite:BMI_R_CatUnderweight 1.713e+00
## raceaBlack/African-American:BMI_R_CatUnderweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight NA
## raceaAleut:BMI_R_CatUnderweight NA
## raceaAmerican Indian:BMI_R_CatUnderweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaAsian:BMI_R_CatUnderweight NA
## raceaChinese:BMI_R_CatUnderweight 9.273e-06
## raceaFilipino:BMI_R_CatUnderweight 1.070e-05
## raceaKorean:BMI_R_CatUnderweight NA
## raceaVietnamese:BMI_R_CatUnderweight NA
## raceaJapanese:BMI_R_CatUnderweight NA
## raceaAsian Indian:BMI_R_CatUnderweight 7.184e-06
## raceaPacific Islander:BMI_R_CatUnderweight NA
## raceaHawaiian:BMI_R_CatUnderweight NA
## raceaSamoan:BMI_R_CatUnderweight NA
## raceaGuamanian:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight NA
## raceaOther Race:BMI_R_CatUnderweight NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight NA
## raceaOther Race (1978):BMI_R_CatUnderweight NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Race (1996):BMI_R_CatUnderweight NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaUnknown:BMI_R_CatUnderweight NA
## raceaUnknown-refused:BMI_R_CatUnderweight NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight NA
## se(coef)
## raceaBlack/African-American 0.000e+00
## raceaAleut, Alaskan Native, or American Indian 0.000e+00
## raceaAlaskan Native or American Indian 0.000e+00
## raceaAlaskan Native/Eskimo 0.000e+00
## raceaAleut 0.000e+00
## raceaAmerican Indian 0.000e+00
## raceaAmerican Indian or Alaskan Native and any other group 0.000e+00
## raceaAsian or Pacific Islander 0.000e+00
## raceaAsian 0.000e+00
## raceaChinese 4.497e-01
## raceaFilipino 5.022e-01
## raceaKorean 0.000e+00
## raceaVietnamese 0.000e+00
## raceaJapanese 0.000e+00
## raceaAsian Indian 5.794e-01
## raceaPacific Islander 0.000e+00
## raceaHawaiian 0.000e+00
## raceaSamoan 0.000e+00
## raceaGuamanian 0.000e+00
## raceaOther Asian or Pacific Islander 0.000e+00
## raceaOther Asian or Pacific Islander (1992-1995) 0.000e+00
## raceaOther Asian or Pacific Islander (1996) 0.000e+00
## raceaOther Asian or Pacific Islander (1997-1998) 0.000e+00
## raceaOther Asian (1999 forward) 0.000e+00
## raceaOther Race 0.000e+00
## raceaOther Race (1963-1977) 0.000e+00
## raceaOther Race (1978) 0.000e+00
## raceaOther Race (1979-1991) 0.000e+00
## raceaOther Race (1992-1995) 0.000e+00
## raceaOther Race (1996) 0.000e+00
## raceaOther Race (1997-1998) 0.000e+00
## raceaOther Race (1999-2002) 0.000e+00
## raceaPrimary Race not releasable 0.000e+00
## raceaMultiple Race, No Primary Race Selected 0.000e+00
## raceaMultiple Race, including Asian, excluding Black and White 0.000e+00
## raceaMultiple Race, including Asian and Black, excluding White 0.000e+00
## raceaMultiple Race, including Asian and White, excluding Black 0.000e+00
## raceaMultiple Race, including Black, excluding Asian and White 0.000e+00
## raceaMultiple Race, including Black and White, excluding Asian 0.000e+00
## raceaMultiple Race, including White, excluding Asian and Black 0.000e+00
## raceaMultiple Race, including Asian, White, and Black 0.000e+00
## raceaMultiple Race, excluding Asian, White, and Black 0.000e+00
## raceaUnknown 0.000e+00
## raceaUnknown-refused 0.000e+00
## raceaUnknown-not ascertained 0.000e+00
## raceaUnknown (1997 forward: Don't know) 0.000e+00
## SEX 3.732e-02
## raceaWhite:BMI_R_CatObese 5.336e-02
## raceaBlack/African-American:BMI_R_CatObese 0.000e+00
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese 0.000e+00
## raceaAlaskan Native or American Indian:BMI_R_CatObese 0.000e+00
## raceaAlaskan Native/Eskimo:BMI_R_CatObese 0.000e+00
## raceaAleut:BMI_R_CatObese 0.000e+00
## raceaAmerican Indian:BMI_R_CatObese 0.000e+00
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese 0.000e+00
## raceaAsian or Pacific Islander:BMI_R_CatObese 0.000e+00
## raceaAsian:BMI_R_CatObese 0.000e+00
## raceaChinese:BMI_R_CatObese 5.702e-01
## raceaFilipino:BMI_R_CatObese 5.628e-01
## raceaKorean:BMI_R_CatObese 0.000e+00
## raceaVietnamese:BMI_R_CatObese 0.000e+00
## raceaJapanese:BMI_R_CatObese 0.000e+00
## raceaAsian Indian:BMI_R_CatObese 7.303e-01
## raceaPacific Islander:BMI_R_CatObese 0.000e+00
## raceaHawaiian:BMI_R_CatObese 0.000e+00
## raceaSamoan:BMI_R_CatObese 0.000e+00
## raceaGuamanian:BMI_R_CatObese 0.000e+00
## raceaOther Asian or Pacific Islander:BMI_R_CatObese 0.000e+00
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese 0.000e+00
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese 0.000e+00
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese 0.000e+00
## raceaOther Asian (1999 forward):BMI_R_CatObese 0.000e+00
## raceaOther Race:BMI_R_CatObese 0.000e+00
## raceaOther Race (1963-1977):BMI_R_CatObese 0.000e+00
## raceaOther Race (1978):BMI_R_CatObese 0.000e+00
## raceaOther Race (1979-1991):BMI_R_CatObese 0.000e+00
## raceaOther Race (1992-1995):BMI_R_CatObese 0.000e+00
## raceaOther Race (1996):BMI_R_CatObese 0.000e+00
## raceaOther Race (1997-1998):BMI_R_CatObese 0.000e+00
## raceaOther Race (1999-2002):BMI_R_CatObese 0.000e+00
## raceaPrimary Race not releasable:BMI_R_CatObese 0.000e+00
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese 0.000e+00
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese 0.000e+00
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese 0.000e+00
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese 0.000e+00
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese 0.000e+00
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese 0.000e+00
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese 0.000e+00
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese 0.000e+00
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese 0.000e+00
## raceaUnknown:BMI_R_CatObese 0.000e+00
## raceaUnknown-refused:BMI_R_CatObese 0.000e+00
## raceaUnknown-not ascertained:BMI_R_CatObese 0.000e+00
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese 0.000e+00
## raceaWhite:BMI_R_CatOverweight 5.710e-02
## raceaBlack/African-American:BMI_R_CatOverweight 0.000e+00
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight 0.000e+00
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight 0.000e+00
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight 0.000e+00
## raceaAleut:BMI_R_CatOverweight 0.000e+00
## raceaAmerican Indian:BMI_R_CatOverweight 0.000e+00
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight 0.000e+00
## raceaAsian or Pacific Islander:BMI_R_CatOverweight 0.000e+00
## raceaAsian:BMI_R_CatOverweight 0.000e+00
## raceaChinese:BMI_R_CatOverweight 5.856e-01
## raceaFilipino:BMI_R_CatOverweight 5.839e-01
## raceaKorean:BMI_R_CatOverweight 0.000e+00
## raceaVietnamese:BMI_R_CatOverweight 0.000e+00
## raceaJapanese:BMI_R_CatOverweight 0.000e+00
## raceaAsian Indian:BMI_R_CatOverweight 6.583e-01
## raceaPacific Islander:BMI_R_CatOverweight 0.000e+00
## raceaHawaiian:BMI_R_CatOverweight 0.000e+00
## raceaSamoan:BMI_R_CatOverweight 0.000e+00
## raceaGuamanian:BMI_R_CatOverweight 0.000e+00
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight 0.000e+00
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight 0.000e+00
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight 0.000e+00
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight 0.000e+00
## raceaOther Asian (1999 forward):BMI_R_CatOverweight 0.000e+00
## raceaOther Race:BMI_R_CatOverweight 0.000e+00
## raceaOther Race (1963-1977):BMI_R_CatOverweight 0.000e+00
## raceaOther Race (1978):BMI_R_CatOverweight 0.000e+00
## raceaOther Race (1979-1991):BMI_R_CatOverweight 0.000e+00
## raceaOther Race (1992-1995):BMI_R_CatOverweight 0.000e+00
## raceaOther Race (1996):BMI_R_CatOverweight 0.000e+00
## raceaOther Race (1997-1998):BMI_R_CatOverweight 0.000e+00
## raceaOther Race (1999-2002):BMI_R_CatOverweight 0.000e+00
## raceaPrimary Race not releasable:BMI_R_CatOverweight 0.000e+00
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight 0.000e+00
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight 0.000e+00
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight 0.000e+00
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight 0.000e+00
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight 0.000e+00
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight 0.000e+00
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight 0.000e+00
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight 0.000e+00
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight 0.000e+00
## raceaUnknown:BMI_R_CatOverweight 0.000e+00
## raceaUnknown-refused:BMI_R_CatOverweight 0.000e+00
## raceaUnknown-not ascertained:BMI_R_CatOverweight 0.000e+00
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight 0.000e+00
## raceaWhite:BMI_R_CatUnderweight 2.344e-01
## raceaBlack/African-American:BMI_R_CatUnderweight 0.000e+00
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight 0.000e+00
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight 0.000e+00
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight 0.000e+00
## raceaAleut:BMI_R_CatUnderweight 0.000e+00
## raceaAmerican Indian:BMI_R_CatUnderweight 0.000e+00
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight 0.000e+00
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight 0.000e+00
## raceaAsian:BMI_R_CatUnderweight 0.000e+00
## raceaChinese:BMI_R_CatUnderweight 4.609e+02
## raceaFilipino:BMI_R_CatUnderweight 6.738e+02
## raceaKorean:BMI_R_CatUnderweight 0.000e+00
## raceaVietnamese:BMI_R_CatUnderweight 0.000e+00
## raceaJapanese:BMI_R_CatUnderweight 0.000e+00
## raceaAsian Indian:BMI_R_CatUnderweight 1.233e+03
## raceaPacific Islander:BMI_R_CatUnderweight 0.000e+00
## raceaHawaiian:BMI_R_CatUnderweight 0.000e+00
## raceaSamoan:BMI_R_CatUnderweight 0.000e+00
## raceaGuamanian:BMI_R_CatUnderweight 0.000e+00
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight 0.000e+00
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight 0.000e+00
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight 0.000e+00
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight 0.000e+00
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight 0.000e+00
## raceaOther Race:BMI_R_CatUnderweight 0.000e+00
## raceaOther Race (1963-1977):BMI_R_CatUnderweight 0.000e+00
## raceaOther Race (1978):BMI_R_CatUnderweight 0.000e+00
## raceaOther Race (1979-1991):BMI_R_CatUnderweight 0.000e+00
## raceaOther Race (1992-1995):BMI_R_CatUnderweight 0.000e+00
## raceaOther Race (1996):BMI_R_CatUnderweight 0.000e+00
## raceaOther Race (1997-1998):BMI_R_CatUnderweight 0.000e+00
## raceaOther Race (1999-2002):BMI_R_CatUnderweight 0.000e+00
## raceaPrimary Race not releasable:BMI_R_CatUnderweight 0.000e+00
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight 0.000e+00
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight 0.000e+00
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight 0.000e+00
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight 0.000e+00
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight 0.000e+00
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight 0.000e+00
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight 0.000e+00
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight 0.000e+00
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight 0.000e+00
## raceaUnknown:BMI_R_CatUnderweight 0.000e+00
## raceaUnknown-refused:BMI_R_CatUnderweight 0.000e+00
## raceaUnknown-not ascertained:BMI_R_CatUnderweight 0.000e+00
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight 0.000e+00
## z
## raceaBlack/African-American NA
## raceaAleut, Alaskan Native, or American Indian NA
## raceaAlaskan Native or American Indian NA
## raceaAlaskan Native/Eskimo NA
## raceaAleut NA
## raceaAmerican Indian NA
## raceaAmerican Indian or Alaskan Native and any other group NA
## raceaAsian or Pacific Islander NA
## raceaAsian NA
## raceaChinese 0.346
## raceaFilipino 0.134
## raceaKorean NA
## raceaVietnamese NA
## raceaJapanese NA
## raceaAsian Indian 0.436
## raceaPacific Islander NA
## raceaHawaiian NA
## raceaSamoan NA
## raceaGuamanian NA
## raceaOther Asian or Pacific Islander NA
## raceaOther Asian or Pacific Islander (1992-1995) NA
## raceaOther Asian or Pacific Islander (1996) NA
## raceaOther Asian or Pacific Islander (1997-1998) NA
## raceaOther Asian (1999 forward) NA
## raceaOther Race NA
## raceaOther Race (1963-1977) NA
## raceaOther Race (1978) NA
## raceaOther Race (1979-1991) NA
## raceaOther Race (1992-1995) NA
## raceaOther Race (1996) NA
## raceaOther Race (1997-1998) NA
## raceaOther Race (1999-2002) NA
## raceaPrimary Race not releasable NA
## raceaMultiple Race, No Primary Race Selected NA
## raceaMultiple Race, including Asian, excluding Black and White NA
## raceaMultiple Race, including Asian and Black, excluding White NA
## raceaMultiple Race, including Asian and White, excluding Black NA
## raceaMultiple Race, including Black, excluding Asian and White NA
## raceaMultiple Race, including Black and White, excluding Asian NA
## raceaMultiple Race, including White, excluding Asian and Black NA
## raceaMultiple Race, including Asian, White, and Black NA
## raceaMultiple Race, excluding Asian, White, and Black NA
## raceaUnknown NA
## raceaUnknown-refused NA
## raceaUnknown-not ascertained NA
## raceaUnknown (1997 forward: Don't know) NA
## SEX -14.008
## raceaWhite:BMI_R_CatObese 28.476
## raceaBlack/African-American:BMI_R_CatObese NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese NA
## raceaAleut:BMI_R_CatObese NA
## raceaAmerican Indian:BMI_R_CatObese NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese NA
## raceaAsian or Pacific Islander:BMI_R_CatObese NA
## raceaAsian:BMI_R_CatObese NA
## raceaChinese:BMI_R_CatObese 3.163
## raceaFilipino:BMI_R_CatObese 2.379
## raceaKorean:BMI_R_CatObese NA
## raceaVietnamese:BMI_R_CatObese NA
## raceaJapanese:BMI_R_CatObese NA
## raceaAsian Indian:BMI_R_CatObese 1.148
## raceaPacific Islander:BMI_R_CatObese NA
## raceaHawaiian:BMI_R_CatObese NA
## raceaSamoan:BMI_R_CatObese NA
## raceaGuamanian:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese NA
## raceaOther Asian (1999 forward):BMI_R_CatObese NA
## raceaOther Race:BMI_R_CatObese NA
## raceaOther Race (1963-1977):BMI_R_CatObese NA
## raceaOther Race (1978):BMI_R_CatObese NA
## raceaOther Race (1979-1991):BMI_R_CatObese NA
## raceaOther Race (1992-1995):BMI_R_CatObese NA
## raceaOther Race (1996):BMI_R_CatObese NA
## raceaOther Race (1997-1998):BMI_R_CatObese NA
## raceaOther Race (1999-2002):BMI_R_CatObese NA
## raceaPrimary Race not releasable:BMI_R_CatObese NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese NA
## raceaUnknown:BMI_R_CatObese NA
## raceaUnknown-refused:BMI_R_CatObese NA
## raceaUnknown-not ascertained:BMI_R_CatObese NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese NA
## raceaWhite:BMI_R_CatOverweight 8.273
## raceaBlack/African-American:BMI_R_CatOverweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight NA
## raceaAleut:BMI_R_CatOverweight NA
## raceaAmerican Indian:BMI_R_CatOverweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight NA
## raceaAsian:BMI_R_CatOverweight NA
## raceaChinese:BMI_R_CatOverweight 0.700
## raceaFilipino:BMI_R_CatOverweight 0.573
## raceaKorean:BMI_R_CatOverweight NA
## raceaVietnamese:BMI_R_CatOverweight NA
## raceaJapanese:BMI_R_CatOverweight NA
## raceaAsian Indian:BMI_R_CatOverweight 0.883
## raceaPacific Islander:BMI_R_CatOverweight NA
## raceaHawaiian:BMI_R_CatOverweight NA
## raceaSamoan:BMI_R_CatOverweight NA
## raceaGuamanian:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight NA
## raceaOther Race:BMI_R_CatOverweight NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight NA
## raceaOther Race (1978):BMI_R_CatOverweight NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight NA
## raceaOther Race (1996):BMI_R_CatOverweight NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight NA
## raceaUnknown:BMI_R_CatOverweight NA
## raceaUnknown-refused:BMI_R_CatOverweight NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight NA
## raceaWhite:BMI_R_CatUnderweight 2.297
## raceaBlack/African-American:BMI_R_CatUnderweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight NA
## raceaAleut:BMI_R_CatUnderweight NA
## raceaAmerican Indian:BMI_R_CatUnderweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaAsian:BMI_R_CatUnderweight NA
## raceaChinese:BMI_R_CatUnderweight -0.025
## raceaFilipino:BMI_R_CatUnderweight -0.017
## raceaKorean:BMI_R_CatUnderweight NA
## raceaVietnamese:BMI_R_CatUnderweight NA
## raceaJapanese:BMI_R_CatUnderweight NA
## raceaAsian Indian:BMI_R_CatUnderweight -0.010
## raceaPacific Islander:BMI_R_CatUnderweight NA
## raceaHawaiian:BMI_R_CatUnderweight NA
## raceaSamoan:BMI_R_CatUnderweight NA
## raceaGuamanian:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight NA
## raceaOther Race:BMI_R_CatUnderweight NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight NA
## raceaOther Race (1978):BMI_R_CatUnderweight NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Race (1996):BMI_R_CatUnderweight NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaUnknown:BMI_R_CatUnderweight NA
## raceaUnknown-refused:BMI_R_CatUnderweight NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight NA
## Pr(>|z|)
## raceaBlack/African-American NA
## raceaAleut, Alaskan Native, or American Indian NA
## raceaAlaskan Native or American Indian NA
## raceaAlaskan Native/Eskimo NA
## raceaAleut NA
## raceaAmerican Indian NA
## raceaAmerican Indian or Alaskan Native and any other group NA
## raceaAsian or Pacific Islander NA
## raceaAsian NA
## raceaChinese 0.72918
## raceaFilipino 0.89353
## raceaKorean NA
## raceaVietnamese NA
## raceaJapanese NA
## raceaAsian Indian 0.66310
## raceaPacific Islander NA
## raceaHawaiian NA
## raceaSamoan NA
## raceaGuamanian NA
## raceaOther Asian or Pacific Islander NA
## raceaOther Asian or Pacific Islander (1992-1995) NA
## raceaOther Asian or Pacific Islander (1996) NA
## raceaOther Asian or Pacific Islander (1997-1998) NA
## raceaOther Asian (1999 forward) NA
## raceaOther Race NA
## raceaOther Race (1963-1977) NA
## raceaOther Race (1978) NA
## raceaOther Race (1979-1991) NA
## raceaOther Race (1992-1995) NA
## raceaOther Race (1996) NA
## raceaOther Race (1997-1998) NA
## raceaOther Race (1999-2002) NA
## raceaPrimary Race not releasable NA
## raceaMultiple Race, No Primary Race Selected NA
## raceaMultiple Race, including Asian, excluding Black and White NA
## raceaMultiple Race, including Asian and Black, excluding White NA
## raceaMultiple Race, including Asian and White, excluding Black NA
## raceaMultiple Race, including Black, excluding Asian and White NA
## raceaMultiple Race, including Black and White, excluding Asian NA
## raceaMultiple Race, including White, excluding Asian and Black NA
## raceaMultiple Race, including Asian, White, and Black NA
## raceaMultiple Race, excluding Asian, White, and Black NA
## raceaUnknown NA
## raceaUnknown-refused NA
## raceaUnknown-not ascertained NA
## raceaUnknown (1997 forward: Don't know) NA
## SEX < 2e-16
## raceaWhite:BMI_R_CatObese < 2e-16
## raceaBlack/African-American:BMI_R_CatObese NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese NA
## raceaAleut:BMI_R_CatObese NA
## raceaAmerican Indian:BMI_R_CatObese NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese NA
## raceaAsian or Pacific Islander:BMI_R_CatObese NA
## raceaAsian:BMI_R_CatObese NA
## raceaChinese:BMI_R_CatObese 0.00156
## raceaFilipino:BMI_R_CatObese 0.01734
## raceaKorean:BMI_R_CatObese NA
## raceaVietnamese:BMI_R_CatObese NA
## raceaJapanese:BMI_R_CatObese NA
## raceaAsian Indian:BMI_R_CatObese 0.25093
## raceaPacific Islander:BMI_R_CatObese NA
## raceaHawaiian:BMI_R_CatObese NA
## raceaSamoan:BMI_R_CatObese NA
## raceaGuamanian:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese NA
## raceaOther Asian (1999 forward):BMI_R_CatObese NA
## raceaOther Race:BMI_R_CatObese NA
## raceaOther Race (1963-1977):BMI_R_CatObese NA
## raceaOther Race (1978):BMI_R_CatObese NA
## raceaOther Race (1979-1991):BMI_R_CatObese NA
## raceaOther Race (1992-1995):BMI_R_CatObese NA
## raceaOther Race (1996):BMI_R_CatObese NA
## raceaOther Race (1997-1998):BMI_R_CatObese NA
## raceaOther Race (1999-2002):BMI_R_CatObese NA
## raceaPrimary Race not releasable:BMI_R_CatObese NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese NA
## raceaUnknown:BMI_R_CatObese NA
## raceaUnknown-refused:BMI_R_CatObese NA
## raceaUnknown-not ascertained:BMI_R_CatObese NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese NA
## raceaWhite:BMI_R_CatOverweight < 2e-16
## raceaBlack/African-American:BMI_R_CatOverweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight NA
## raceaAleut:BMI_R_CatOverweight NA
## raceaAmerican Indian:BMI_R_CatOverweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight NA
## raceaAsian:BMI_R_CatOverweight NA
## raceaChinese:BMI_R_CatOverweight 0.48390
## raceaFilipino:BMI_R_CatOverweight 0.56694
## raceaKorean:BMI_R_CatOverweight NA
## raceaVietnamese:BMI_R_CatOverweight NA
## raceaJapanese:BMI_R_CatOverweight NA
## raceaAsian Indian:BMI_R_CatOverweight 0.37709
## raceaPacific Islander:BMI_R_CatOverweight NA
## raceaHawaiian:BMI_R_CatOverweight NA
## raceaSamoan:BMI_R_CatOverweight NA
## raceaGuamanian:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight NA
## raceaOther Race:BMI_R_CatOverweight NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight NA
## raceaOther Race (1978):BMI_R_CatOverweight NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight NA
## raceaOther Race (1996):BMI_R_CatOverweight NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight NA
## raceaUnknown:BMI_R_CatOverweight NA
## raceaUnknown-refused:BMI_R_CatOverweight NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight NA
## raceaWhite:BMI_R_CatUnderweight 0.02163
## raceaBlack/African-American:BMI_R_CatUnderweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight NA
## raceaAleut:BMI_R_CatUnderweight NA
## raceaAmerican Indian:BMI_R_CatUnderweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaAsian:BMI_R_CatUnderweight NA
## raceaChinese:BMI_R_CatUnderweight 0.97994
## raceaFilipino:BMI_R_CatUnderweight 0.98645
## raceaKorean:BMI_R_CatUnderweight NA
## raceaVietnamese:BMI_R_CatUnderweight NA
## raceaJapanese:BMI_R_CatUnderweight NA
## raceaAsian Indian:BMI_R_CatUnderweight 0.99234
## raceaPacific Islander:BMI_R_CatUnderweight NA
## raceaHawaiian:BMI_R_CatUnderweight NA
## raceaSamoan:BMI_R_CatUnderweight NA
## raceaGuamanian:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight NA
## raceaOther Race:BMI_R_CatUnderweight NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight NA
## raceaOther Race (1978):BMI_R_CatUnderweight NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Race (1996):BMI_R_CatUnderweight NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaUnknown:BMI_R_CatUnderweight NA
## raceaUnknown-refused:BMI_R_CatUnderweight NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight NA
##
## raceaBlack/African-American
## raceaAleut, Alaskan Native, or American Indian
## raceaAlaskan Native or American Indian
## raceaAlaskan Native/Eskimo
## raceaAleut
## raceaAmerican Indian
## raceaAmerican Indian or Alaskan Native and any other group
## raceaAsian or Pacific Islander
## raceaAsian
## raceaChinese
## raceaFilipino
## raceaKorean
## raceaVietnamese
## raceaJapanese
## raceaAsian Indian
## raceaPacific Islander
## raceaHawaiian
## raceaSamoan
## raceaGuamanian
## raceaOther Asian or Pacific Islander
## raceaOther Asian or Pacific Islander (1992-1995)
## raceaOther Asian or Pacific Islander (1996)
## raceaOther Asian or Pacific Islander (1997-1998)
## raceaOther Asian (1999 forward)
## raceaOther Race
## raceaOther Race (1963-1977)
## raceaOther Race (1978)
## raceaOther Race (1979-1991)
## raceaOther Race (1992-1995)
## raceaOther Race (1996)
## raceaOther Race (1997-1998)
## raceaOther Race (1999-2002)
## raceaPrimary Race not releasable
## raceaMultiple Race, No Primary Race Selected
## raceaMultiple Race, including Asian, excluding Black and White
## raceaMultiple Race, including Asian and Black, excluding White
## raceaMultiple Race, including Asian and White, excluding Black
## raceaMultiple Race, including Black, excluding Asian and White
## raceaMultiple Race, including Black and White, excluding Asian
## raceaMultiple Race, including White, excluding Asian and Black
## raceaMultiple Race, including Asian, White, and Black
## raceaMultiple Race, excluding Asian, White, and Black
## raceaUnknown
## raceaUnknown-refused
## raceaUnknown-not ascertained
## raceaUnknown (1997 forward: Don't know)
## SEX ***
## raceaWhite:BMI_R_CatObese ***
## raceaBlack/African-American:BMI_R_CatObese
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese
## raceaAlaskan Native or American Indian:BMI_R_CatObese
## raceaAlaskan Native/Eskimo:BMI_R_CatObese
## raceaAleut:BMI_R_CatObese
## raceaAmerican Indian:BMI_R_CatObese
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese
## raceaAsian or Pacific Islander:BMI_R_CatObese
## raceaAsian:BMI_R_CatObese
## raceaChinese:BMI_R_CatObese **
## raceaFilipino:BMI_R_CatObese *
## raceaKorean:BMI_R_CatObese
## raceaVietnamese:BMI_R_CatObese
## raceaJapanese:BMI_R_CatObese
## raceaAsian Indian:BMI_R_CatObese
## raceaPacific Islander:BMI_R_CatObese
## raceaHawaiian:BMI_R_CatObese
## raceaSamoan:BMI_R_CatObese
## raceaGuamanian:BMI_R_CatObese
## raceaOther Asian or Pacific Islander:BMI_R_CatObese
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese
## raceaOther Asian (1999 forward):BMI_R_CatObese
## raceaOther Race:BMI_R_CatObese
## raceaOther Race (1963-1977):BMI_R_CatObese
## raceaOther Race (1978):BMI_R_CatObese
## raceaOther Race (1979-1991):BMI_R_CatObese
## raceaOther Race (1992-1995):BMI_R_CatObese
## raceaOther Race (1996):BMI_R_CatObese
## raceaOther Race (1997-1998):BMI_R_CatObese
## raceaOther Race (1999-2002):BMI_R_CatObese
## raceaPrimary Race not releasable:BMI_R_CatObese
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese
## raceaUnknown:BMI_R_CatObese
## raceaUnknown-refused:BMI_R_CatObese
## raceaUnknown-not ascertained:BMI_R_CatObese
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese
## raceaWhite:BMI_R_CatOverweight ***
## raceaBlack/African-American:BMI_R_CatOverweight
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight
## raceaAleut:BMI_R_CatOverweight
## raceaAmerican Indian:BMI_R_CatOverweight
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight
## raceaAsian or Pacific Islander:BMI_R_CatOverweight
## raceaAsian:BMI_R_CatOverweight
## raceaChinese:BMI_R_CatOverweight
## raceaFilipino:BMI_R_CatOverweight
## raceaKorean:BMI_R_CatOverweight
## raceaVietnamese:BMI_R_CatOverweight
## raceaJapanese:BMI_R_CatOverweight
## raceaAsian Indian:BMI_R_CatOverweight
## raceaPacific Islander:BMI_R_CatOverweight
## raceaHawaiian:BMI_R_CatOverweight
## raceaSamoan:BMI_R_CatOverweight
## raceaGuamanian:BMI_R_CatOverweight
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight
## raceaOther Asian (1999 forward):BMI_R_CatOverweight
## raceaOther Race:BMI_R_CatOverweight
## raceaOther Race (1963-1977):BMI_R_CatOverweight
## raceaOther Race (1978):BMI_R_CatOverweight
## raceaOther Race (1979-1991):BMI_R_CatOverweight
## raceaOther Race (1992-1995):BMI_R_CatOverweight
## raceaOther Race (1996):BMI_R_CatOverweight
## raceaOther Race (1997-1998):BMI_R_CatOverweight
## raceaOther Race (1999-2002):BMI_R_CatOverweight
## raceaPrimary Race not releasable:BMI_R_CatOverweight
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight
## raceaUnknown:BMI_R_CatOverweight
## raceaUnknown-refused:BMI_R_CatOverweight
## raceaUnknown-not ascertained:BMI_R_CatOverweight
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight
## raceaWhite:BMI_R_CatUnderweight *
## raceaBlack/African-American:BMI_R_CatUnderweight
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight
## raceaAleut:BMI_R_CatUnderweight
## raceaAmerican Indian:BMI_R_CatUnderweight
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight
## raceaAsian:BMI_R_CatUnderweight
## raceaChinese:BMI_R_CatUnderweight
## raceaFilipino:BMI_R_CatUnderweight
## raceaKorean:BMI_R_CatUnderweight
## raceaVietnamese:BMI_R_CatUnderweight
## raceaJapanese:BMI_R_CatUnderweight
## raceaAsian Indian:BMI_R_CatUnderweight
## raceaPacific Islander:BMI_R_CatUnderweight
## raceaHawaiian:BMI_R_CatUnderweight
## raceaSamoan:BMI_R_CatUnderweight
## raceaGuamanian:BMI_R_CatUnderweight
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight
## raceaOther Race:BMI_R_CatUnderweight
## raceaOther Race (1963-1977):BMI_R_CatUnderweight
## raceaOther Race (1978):BMI_R_CatUnderweight
## raceaOther Race (1979-1991):BMI_R_CatUnderweight
## raceaOther Race (1992-1995):BMI_R_CatUnderweight
## raceaOther Race (1996):BMI_R_CatUnderweight
## raceaOther Race (1997-1998):BMI_R_CatUnderweight
## raceaOther Race (1999-2002):BMI_R_CatUnderweight
## raceaPrimary Race not releasable:BMI_R_CatUnderweight
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight
## raceaUnknown:BMI_R_CatUnderweight
## raceaUnknown-refused:BMI_R_CatUnderweight
## raceaUnknown-not ascertained:BMI_R_CatUnderweight
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## exp(coef)
## raceaBlack/African-American NA
## raceaAleut, Alaskan Native, or American Indian NA
## raceaAlaskan Native or American Indian NA
## raceaAlaskan Native/Eskimo NA
## raceaAleut NA
## raceaAmerican Indian NA
## raceaAmerican Indian or Alaskan Native and any other group NA
## raceaAsian or Pacific Islander NA
## raceaAsian NA
## raceaChinese 1.168e+00
## raceaFilipino 1.070e+00
## raceaKorean NA
## raceaVietnamese NA
## raceaJapanese NA
## raceaAsian Indian 1.287e+00
## raceaPacific Islander NA
## raceaHawaiian NA
## raceaSamoan NA
## raceaGuamanian NA
## raceaOther Asian or Pacific Islander NA
## raceaOther Asian or Pacific Islander (1992-1995) NA
## raceaOther Asian or Pacific Islander (1996) NA
## raceaOther Asian or Pacific Islander (1997-1998) NA
## raceaOther Asian (1999 forward) NA
## raceaOther Race NA
## raceaOther Race (1963-1977) NA
## raceaOther Race (1978) NA
## raceaOther Race (1979-1991) NA
## raceaOther Race (1992-1995) NA
## raceaOther Race (1996) NA
## raceaOther Race (1997-1998) NA
## raceaOther Race (1999-2002) NA
## raceaPrimary Race not releasable NA
## raceaMultiple Race, No Primary Race Selected NA
## raceaMultiple Race, including Asian, excluding Black and White NA
## raceaMultiple Race, including Asian and Black, excluding White NA
## raceaMultiple Race, including Asian and White, excluding Black NA
## raceaMultiple Race, including Black, excluding Asian and White NA
## raceaMultiple Race, including Black and White, excluding Asian NA
## raceaMultiple Race, including White, excluding Asian and Black NA
## raceaMultiple Race, including Asian, White, and Black NA
## raceaMultiple Race, excluding Asian, White, and Black NA
## raceaUnknown NA
## raceaUnknown-refused NA
## raceaUnknown-not ascertained NA
## raceaUnknown (1997 forward: Don't know) NA
## SEX 5.929e-01
## raceaWhite:BMI_R_CatObese 4.569e+00
## raceaBlack/African-American:BMI_R_CatObese NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese NA
## raceaAleut:BMI_R_CatObese NA
## raceaAmerican Indian:BMI_R_CatObese NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese NA
## raceaAsian or Pacific Islander:BMI_R_CatObese NA
## raceaAsian:BMI_R_CatObese NA
## raceaChinese:BMI_R_CatObese 6.071e+00
## raceaFilipino:BMI_R_CatObese 3.816e+00
## raceaKorean:BMI_R_CatObese NA
## raceaVietnamese:BMI_R_CatObese NA
## raceaJapanese:BMI_R_CatObese NA
## raceaAsian Indian:BMI_R_CatObese 2.313e+00
## raceaPacific Islander:BMI_R_CatObese NA
## raceaHawaiian:BMI_R_CatObese NA
## raceaSamoan:BMI_R_CatObese NA
## raceaGuamanian:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese NA
## raceaOther Asian (1999 forward):BMI_R_CatObese NA
## raceaOther Race:BMI_R_CatObese NA
## raceaOther Race (1963-1977):BMI_R_CatObese NA
## raceaOther Race (1978):BMI_R_CatObese NA
## raceaOther Race (1979-1991):BMI_R_CatObese NA
## raceaOther Race (1992-1995):BMI_R_CatObese NA
## raceaOther Race (1996):BMI_R_CatObese NA
## raceaOther Race (1997-1998):BMI_R_CatObese NA
## raceaOther Race (1999-2002):BMI_R_CatObese NA
## raceaPrimary Race not releasable:BMI_R_CatObese NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese NA
## raceaUnknown:BMI_R_CatObese NA
## raceaUnknown-refused:BMI_R_CatObese NA
## raceaUnknown-not ascertained:BMI_R_CatObese NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese NA
## raceaWhite:BMI_R_CatOverweight 1.604e+00
## raceaBlack/African-American:BMI_R_CatOverweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight NA
## raceaAleut:BMI_R_CatOverweight NA
## raceaAmerican Indian:BMI_R_CatOverweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight NA
## raceaAsian:BMI_R_CatOverweight NA
## raceaChinese:BMI_R_CatOverweight 1.507e+00
## raceaFilipino:BMI_R_CatOverweight 1.397e+00
## raceaKorean:BMI_R_CatOverweight NA
## raceaVietnamese:BMI_R_CatOverweight NA
## raceaJapanese:BMI_R_CatOverweight NA
## raceaAsian Indian:BMI_R_CatOverweight 1.789e+00
## raceaPacific Islander:BMI_R_CatOverweight NA
## raceaHawaiian:BMI_R_CatOverweight NA
## raceaSamoan:BMI_R_CatOverweight NA
## raceaGuamanian:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight NA
## raceaOther Race:BMI_R_CatOverweight NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight NA
## raceaOther Race (1978):BMI_R_CatOverweight NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight NA
## raceaOther Race (1996):BMI_R_CatOverweight NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight NA
## raceaUnknown:BMI_R_CatOverweight NA
## raceaUnknown-refused:BMI_R_CatOverweight NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight NA
## raceaWhite:BMI_R_CatUnderweight 1.713e+00
## raceaBlack/African-American:BMI_R_CatUnderweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight NA
## raceaAleut:BMI_R_CatUnderweight NA
## raceaAmerican Indian:BMI_R_CatUnderweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaAsian:BMI_R_CatUnderweight NA
## raceaChinese:BMI_R_CatUnderweight 9.273e-06
## raceaFilipino:BMI_R_CatUnderweight 1.070e-05
## raceaKorean:BMI_R_CatUnderweight NA
## raceaVietnamese:BMI_R_CatUnderweight NA
## raceaJapanese:BMI_R_CatUnderweight NA
## raceaAsian Indian:BMI_R_CatUnderweight 7.184e-06
## raceaPacific Islander:BMI_R_CatUnderweight NA
## raceaHawaiian:BMI_R_CatUnderweight NA
## raceaSamoan:BMI_R_CatUnderweight NA
## raceaGuamanian:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight NA
## raceaOther Race:BMI_R_CatUnderweight NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight NA
## raceaOther Race (1978):BMI_R_CatUnderweight NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Race (1996):BMI_R_CatUnderweight NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaUnknown:BMI_R_CatUnderweight NA
## raceaUnknown-refused:BMI_R_CatUnderweight NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight NA
## exp(-coef)
## raceaBlack/African-American NA
## raceaAleut, Alaskan Native, or American Indian NA
## raceaAlaskan Native or American Indian NA
## raceaAlaskan Native/Eskimo NA
## raceaAleut NA
## raceaAmerican Indian NA
## raceaAmerican Indian or Alaskan Native and any other group NA
## raceaAsian or Pacific Islander NA
## raceaAsian NA
## raceaChinese 8.558e-01
## raceaFilipino 9.350e-01
## raceaKorean NA
## raceaVietnamese NA
## raceaJapanese NA
## raceaAsian Indian 7.769e-01
## raceaPacific Islander NA
## raceaHawaiian NA
## raceaSamoan NA
## raceaGuamanian NA
## raceaOther Asian or Pacific Islander NA
## raceaOther Asian or Pacific Islander (1992-1995) NA
## raceaOther Asian or Pacific Islander (1996) NA
## raceaOther Asian or Pacific Islander (1997-1998) NA
## raceaOther Asian (1999 forward) NA
## raceaOther Race NA
## raceaOther Race (1963-1977) NA
## raceaOther Race (1978) NA
## raceaOther Race (1979-1991) NA
## raceaOther Race (1992-1995) NA
## raceaOther Race (1996) NA
## raceaOther Race (1997-1998) NA
## raceaOther Race (1999-2002) NA
## raceaPrimary Race not releasable NA
## raceaMultiple Race, No Primary Race Selected NA
## raceaMultiple Race, including Asian, excluding Black and White NA
## raceaMultiple Race, including Asian and Black, excluding White NA
## raceaMultiple Race, including Asian and White, excluding Black NA
## raceaMultiple Race, including Black, excluding Asian and White NA
## raceaMultiple Race, including Black and White, excluding Asian NA
## raceaMultiple Race, including White, excluding Asian and Black NA
## raceaMultiple Race, including Asian, White, and Black NA
## raceaMultiple Race, excluding Asian, White, and Black NA
## raceaUnknown NA
## raceaUnknown-refused NA
## raceaUnknown-not ascertained NA
## raceaUnknown (1997 forward: Don't know) NA
## SEX 1.687e+00
## raceaWhite:BMI_R_CatObese 2.189e-01
## raceaBlack/African-American:BMI_R_CatObese NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese NA
## raceaAleut:BMI_R_CatObese NA
## raceaAmerican Indian:BMI_R_CatObese NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese NA
## raceaAsian or Pacific Islander:BMI_R_CatObese NA
## raceaAsian:BMI_R_CatObese NA
## raceaChinese:BMI_R_CatObese 1.647e-01
## raceaFilipino:BMI_R_CatObese 2.621e-01
## raceaKorean:BMI_R_CatObese NA
## raceaVietnamese:BMI_R_CatObese NA
## raceaJapanese:BMI_R_CatObese NA
## raceaAsian Indian:BMI_R_CatObese 4.324e-01
## raceaPacific Islander:BMI_R_CatObese NA
## raceaHawaiian:BMI_R_CatObese NA
## raceaSamoan:BMI_R_CatObese NA
## raceaGuamanian:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese NA
## raceaOther Asian (1999 forward):BMI_R_CatObese NA
## raceaOther Race:BMI_R_CatObese NA
## raceaOther Race (1963-1977):BMI_R_CatObese NA
## raceaOther Race (1978):BMI_R_CatObese NA
## raceaOther Race (1979-1991):BMI_R_CatObese NA
## raceaOther Race (1992-1995):BMI_R_CatObese NA
## raceaOther Race (1996):BMI_R_CatObese NA
## raceaOther Race (1997-1998):BMI_R_CatObese NA
## raceaOther Race (1999-2002):BMI_R_CatObese NA
## raceaPrimary Race not releasable:BMI_R_CatObese NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese NA
## raceaUnknown:BMI_R_CatObese NA
## raceaUnknown-refused:BMI_R_CatObese NA
## raceaUnknown-not ascertained:BMI_R_CatObese NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese NA
## raceaWhite:BMI_R_CatOverweight 6.235e-01
## raceaBlack/African-American:BMI_R_CatOverweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight NA
## raceaAleut:BMI_R_CatOverweight NA
## raceaAmerican Indian:BMI_R_CatOverweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight NA
## raceaAsian:BMI_R_CatOverweight NA
## raceaChinese:BMI_R_CatOverweight 6.637e-01
## raceaFilipino:BMI_R_CatOverweight 7.158e-01
## raceaKorean:BMI_R_CatOverweight NA
## raceaVietnamese:BMI_R_CatOverweight NA
## raceaJapanese:BMI_R_CatOverweight NA
## raceaAsian Indian:BMI_R_CatOverweight 5.591e-01
## raceaPacific Islander:BMI_R_CatOverweight NA
## raceaHawaiian:BMI_R_CatOverweight NA
## raceaSamoan:BMI_R_CatOverweight NA
## raceaGuamanian:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight NA
## raceaOther Race:BMI_R_CatOverweight NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight NA
## raceaOther Race (1978):BMI_R_CatOverweight NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight NA
## raceaOther Race (1996):BMI_R_CatOverweight NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight NA
## raceaUnknown:BMI_R_CatOverweight NA
## raceaUnknown-refused:BMI_R_CatOverweight NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight NA
## raceaWhite:BMI_R_CatUnderweight 5.837e-01
## raceaBlack/African-American:BMI_R_CatUnderweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight NA
## raceaAleut:BMI_R_CatUnderweight NA
## raceaAmerican Indian:BMI_R_CatUnderweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaAsian:BMI_R_CatUnderweight NA
## raceaChinese:BMI_R_CatUnderweight 1.078e+05
## raceaFilipino:BMI_R_CatUnderweight 9.343e+04
## raceaKorean:BMI_R_CatUnderweight NA
## raceaVietnamese:BMI_R_CatUnderweight NA
## raceaJapanese:BMI_R_CatUnderweight NA
## raceaAsian Indian:BMI_R_CatUnderweight 1.392e+05
## raceaPacific Islander:BMI_R_CatUnderweight NA
## raceaHawaiian:BMI_R_CatUnderweight NA
## raceaSamoan:BMI_R_CatUnderweight NA
## raceaGuamanian:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight NA
## raceaOther Race:BMI_R_CatUnderweight NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight NA
## raceaOther Race (1978):BMI_R_CatUnderweight NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Race (1996):BMI_R_CatUnderweight NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaUnknown:BMI_R_CatUnderweight NA
## raceaUnknown-refused:BMI_R_CatUnderweight NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight NA
## lower .95
## raceaBlack/African-American NA
## raceaAleut, Alaskan Native, or American Indian NA
## raceaAlaskan Native or American Indian NA
## raceaAlaskan Native/Eskimo NA
## raceaAleut NA
## raceaAmerican Indian NA
## raceaAmerican Indian or Alaskan Native and any other group NA
## raceaAsian or Pacific Islander NA
## raceaAsian NA
## raceaChinese 0.4840
## raceaFilipino 0.3997
## raceaKorean NA
## raceaVietnamese NA
## raceaJapanese NA
## raceaAsian Indian 0.4135
## raceaPacific Islander NA
## raceaHawaiian NA
## raceaSamoan NA
## raceaGuamanian NA
## raceaOther Asian or Pacific Islander NA
## raceaOther Asian or Pacific Islander (1992-1995) NA
## raceaOther Asian or Pacific Islander (1996) NA
## raceaOther Asian or Pacific Islander (1997-1998) NA
## raceaOther Asian (1999 forward) NA
## raceaOther Race NA
## raceaOther Race (1963-1977) NA
## raceaOther Race (1978) NA
## raceaOther Race (1979-1991) NA
## raceaOther Race (1992-1995) NA
## raceaOther Race (1996) NA
## raceaOther Race (1997-1998) NA
## raceaOther Race (1999-2002) NA
## raceaPrimary Race not releasable NA
## raceaMultiple Race, No Primary Race Selected NA
## raceaMultiple Race, including Asian, excluding Black and White NA
## raceaMultiple Race, including Asian and Black, excluding White NA
## raceaMultiple Race, including Asian and White, excluding Black NA
## raceaMultiple Race, including Black, excluding Asian and White NA
## raceaMultiple Race, including Black and White, excluding Asian NA
## raceaMultiple Race, including White, excluding Asian and Black NA
## raceaMultiple Race, including Asian, White, and Black NA
## raceaMultiple Race, excluding Asian, White, and Black NA
## raceaUnknown NA
## raceaUnknown-refused NA
## raceaUnknown-not ascertained NA
## raceaUnknown (1997 forward: Don't know) NA
## SEX 0.5510
## raceaWhite:BMI_R_CatObese 4.1154
## raceaBlack/African-American:BMI_R_CatObese NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese NA
## raceaAleut:BMI_R_CatObese NA
## raceaAmerican Indian:BMI_R_CatObese NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese NA
## raceaAsian or Pacific Islander:BMI_R_CatObese NA
## raceaAsian:BMI_R_CatObese NA
## raceaChinese:BMI_R_CatObese 1.9857
## raceaFilipino:BMI_R_CatObese 1.2663
## raceaKorean:BMI_R_CatObese NA
## raceaVietnamese:BMI_R_CatObese NA
## raceaJapanese:BMI_R_CatObese NA
## raceaAsian Indian:BMI_R_CatObese 0.5527
## raceaPacific Islander:BMI_R_CatObese NA
## raceaHawaiian:BMI_R_CatObese NA
## raceaSamoan:BMI_R_CatObese NA
## raceaGuamanian:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese NA
## raceaOther Asian (1999 forward):BMI_R_CatObese NA
## raceaOther Race:BMI_R_CatObese NA
## raceaOther Race (1963-1977):BMI_R_CatObese NA
## raceaOther Race (1978):BMI_R_CatObese NA
## raceaOther Race (1979-1991):BMI_R_CatObese NA
## raceaOther Race (1992-1995):BMI_R_CatObese NA
## raceaOther Race (1996):BMI_R_CatObese NA
## raceaOther Race (1997-1998):BMI_R_CatObese NA
## raceaOther Race (1999-2002):BMI_R_CatObese NA
## raceaPrimary Race not releasable:BMI_R_CatObese NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese NA
## raceaUnknown:BMI_R_CatObese NA
## raceaUnknown-refused:BMI_R_CatObese NA
## raceaUnknown-not ascertained:BMI_R_CatObese NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese NA
## raceaWhite:BMI_R_CatOverweight 1.4341
## raceaBlack/African-American:BMI_R_CatOverweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight NA
## raceaAleut:BMI_R_CatOverweight NA
## raceaAmerican Indian:BMI_R_CatOverweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight NA
## raceaAsian:BMI_R_CatOverweight NA
## raceaChinese:BMI_R_CatOverweight 0.4781
## raceaFilipino:BMI_R_CatOverweight 0.4448
## raceaKorean:BMI_R_CatOverweight NA
## raceaVietnamese:BMI_R_CatOverweight NA
## raceaJapanese:BMI_R_CatOverweight NA
## raceaAsian Indian:BMI_R_CatOverweight 0.4922
## raceaPacific Islander:BMI_R_CatOverweight NA
## raceaHawaiian:BMI_R_CatOverweight NA
## raceaSamoan:BMI_R_CatOverweight NA
## raceaGuamanian:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight NA
## raceaOther Race:BMI_R_CatOverweight NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight NA
## raceaOther Race (1978):BMI_R_CatOverweight NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight NA
## raceaOther Race (1996):BMI_R_CatOverweight NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight NA
## raceaUnknown:BMI_R_CatOverweight NA
## raceaUnknown-refused:BMI_R_CatOverweight NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight NA
## raceaWhite:BMI_R_CatUnderweight 1.0821
## raceaBlack/African-American:BMI_R_CatUnderweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight NA
## raceaAleut:BMI_R_CatUnderweight NA
## raceaAmerican Indian:BMI_R_CatUnderweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaAsian:BMI_R_CatUnderweight NA
## raceaChinese:BMI_R_CatUnderweight 0.0000
## raceaFilipino:BMI_R_CatUnderweight 0.0000
## raceaKorean:BMI_R_CatUnderweight NA
## raceaVietnamese:BMI_R_CatUnderweight NA
## raceaJapanese:BMI_R_CatUnderweight NA
## raceaAsian Indian:BMI_R_CatUnderweight 0.0000
## raceaPacific Islander:BMI_R_CatUnderweight NA
## raceaHawaiian:BMI_R_CatUnderweight NA
## raceaSamoan:BMI_R_CatUnderweight NA
## raceaGuamanian:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight NA
## raceaOther Race:BMI_R_CatUnderweight NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight NA
## raceaOther Race (1978):BMI_R_CatUnderweight NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Race (1996):BMI_R_CatUnderweight NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaUnknown:BMI_R_CatUnderweight NA
## raceaUnknown-refused:BMI_R_CatUnderweight NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight NA
## upper .95
## raceaBlack/African-American NA
## raceaAleut, Alaskan Native, or American Indian NA
## raceaAlaskan Native or American Indian NA
## raceaAlaskan Native/Eskimo NA
## raceaAleut NA
## raceaAmerican Indian NA
## raceaAmerican Indian or Alaskan Native and any other group NA
## raceaAsian or Pacific Islander NA
## raceaAsian NA
## raceaChinese 2.8210
## raceaFilipino 2.8620
## raceaKorean NA
## raceaVietnamese NA
## raceaJapanese NA
## raceaAsian Indian 4.0069
## raceaPacific Islander NA
## raceaHawaiian NA
## raceaSamoan NA
## raceaGuamanian NA
## raceaOther Asian or Pacific Islander NA
## raceaOther Asian or Pacific Islander (1992-1995) NA
## raceaOther Asian or Pacific Islander (1996) NA
## raceaOther Asian or Pacific Islander (1997-1998) NA
## raceaOther Asian (1999 forward) NA
## raceaOther Race NA
## raceaOther Race (1963-1977) NA
## raceaOther Race (1978) NA
## raceaOther Race (1979-1991) NA
## raceaOther Race (1992-1995) NA
## raceaOther Race (1996) NA
## raceaOther Race (1997-1998) NA
## raceaOther Race (1999-2002) NA
## raceaPrimary Race not releasable NA
## raceaMultiple Race, No Primary Race Selected NA
## raceaMultiple Race, including Asian, excluding Black and White NA
## raceaMultiple Race, including Asian and Black, excluding White NA
## raceaMultiple Race, including Asian and White, excluding Black NA
## raceaMultiple Race, including Black, excluding Asian and White NA
## raceaMultiple Race, including Black and White, excluding Asian NA
## raceaMultiple Race, including White, excluding Asian and Black NA
## raceaMultiple Race, including Asian, White, and Black NA
## raceaMultiple Race, excluding Asian, White, and Black NA
## raceaUnknown NA
## raceaUnknown-refused NA
## raceaUnknown-not ascertained NA
## raceaUnknown (1997 forward: Don't know) NA
## SEX 0.6379
## raceaWhite:BMI_R_CatObese 5.0728
## raceaBlack/African-American:BMI_R_CatObese NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese NA
## raceaAleut:BMI_R_CatObese NA
## raceaAmerican Indian:BMI_R_CatObese NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese NA
## raceaAsian or Pacific Islander:BMI_R_CatObese NA
## raceaAsian:BMI_R_CatObese NA
## raceaChinese:BMI_R_CatObese 18.5590
## raceaFilipino:BMI_R_CatObese 11.4996
## raceaKorean:BMI_R_CatObese NA
## raceaVietnamese:BMI_R_CatObese NA
## raceaJapanese:BMI_R_CatObese NA
## raceaAsian Indian:BMI_R_CatObese 9.6782
## raceaPacific Islander:BMI_R_CatObese NA
## raceaHawaiian:BMI_R_CatObese NA
## raceaSamoan:BMI_R_CatObese NA
## raceaGuamanian:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese NA
## raceaOther Asian (1999 forward):BMI_R_CatObese NA
## raceaOther Race:BMI_R_CatObese NA
## raceaOther Race (1963-1977):BMI_R_CatObese NA
## raceaOther Race (1978):BMI_R_CatObese NA
## raceaOther Race (1979-1991):BMI_R_CatObese NA
## raceaOther Race (1992-1995):BMI_R_CatObese NA
## raceaOther Race (1996):BMI_R_CatObese NA
## raceaOther Race (1997-1998):BMI_R_CatObese NA
## raceaOther Race (1999-2002):BMI_R_CatObese NA
## raceaPrimary Race not releasable:BMI_R_CatObese NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese NA
## raceaUnknown:BMI_R_CatObese NA
## raceaUnknown-refused:BMI_R_CatObese NA
## raceaUnknown-not ascertained:BMI_R_CatObese NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese NA
## raceaWhite:BMI_R_CatOverweight 1.7938
## raceaBlack/African-American:BMI_R_CatOverweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight NA
## raceaAleut:BMI_R_CatOverweight NA
## raceaAmerican Indian:BMI_R_CatOverweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight NA
## raceaAsian:BMI_R_CatOverweight NA
## raceaChinese:BMI_R_CatOverweight 4.7482
## raceaFilipino:BMI_R_CatOverweight 4.3880
## raceaKorean:BMI_R_CatOverweight NA
## raceaVietnamese:BMI_R_CatOverweight NA
## raceaJapanese:BMI_R_CatOverweight NA
## raceaAsian Indian:BMI_R_CatOverweight 6.4992
## raceaPacific Islander:BMI_R_CatOverweight NA
## raceaHawaiian:BMI_R_CatOverweight NA
## raceaSamoan:BMI_R_CatOverweight NA
## raceaGuamanian:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight NA
## raceaOther Race:BMI_R_CatOverweight NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight NA
## raceaOther Race (1978):BMI_R_CatOverweight NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight NA
## raceaOther Race (1996):BMI_R_CatOverweight NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight NA
## raceaUnknown:BMI_R_CatOverweight NA
## raceaUnknown-refused:BMI_R_CatOverweight NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight NA
## raceaWhite:BMI_R_CatUnderweight 2.7126
## raceaBlack/African-American:BMI_R_CatUnderweight NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight NA
## raceaAleut:BMI_R_CatUnderweight NA
## raceaAmerican Indian:BMI_R_CatUnderweight NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaAsian:BMI_R_CatUnderweight NA
## raceaChinese:BMI_R_CatUnderweight Inf
## raceaFilipino:BMI_R_CatUnderweight Inf
## raceaKorean:BMI_R_CatUnderweight NA
## raceaVietnamese:BMI_R_CatUnderweight NA
## raceaJapanese:BMI_R_CatUnderweight NA
## raceaAsian Indian:BMI_R_CatUnderweight Inf
## raceaPacific Islander:BMI_R_CatUnderweight NA
## raceaHawaiian:BMI_R_CatUnderweight NA
## raceaSamoan:BMI_R_CatUnderweight NA
## raceaGuamanian:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight NA
## raceaOther Race:BMI_R_CatUnderweight NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight NA
## raceaOther Race (1978):BMI_R_CatUnderweight NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight NA
## raceaOther Race (1996):BMI_R_CatUnderweight NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight NA
## raceaUnknown:BMI_R_CatUnderweight NA
## raceaUnknown-refused:BMI_R_CatUnderweight NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight NA
##
## Concordance= 0.681 (se = 0.006 )
## Likelihood ratio test= 1432 on 16 df, p=<2e-16
## Wald test = 1390 on 16 df, p=<2e-16
## Score (logrank) test = 1578 on 16 df, p=<2e-16
coxcoefficients<-cox_summary$coefficients #removing empty coefficients
coxcoefficients[!is.na(coxcoefficients[,1]),] #removing empty coefficients
## coef exp(coef) se(coef)
## raceaChinese 0.15569311 1.168468e+00 4.496970e-01
## raceaFilipino 0.06721399 1.069524e+00 5.022088e-01
## raceaAsian Indian 0.25240891 1.287122e+00 5.794010e-01
## SEX -0.52278663 5.928661e-01 3.732166e-02
## raceaWhite:BMI_R_CatObese 1.51931750 4.569106e+00 5.335503e-02
## raceaChinese:BMI_R_CatObese 1.80346113 6.070622e+00 5.701596e-01
## raceaFilipino:BMI_R_CatObese 1.33921444 3.816045e+00 5.628134e-01
## raceaAsian Indian:BMI_R_CatObese 0.83847458 2.312836e+00 7.303220e-01
## raceaWhite:BMI_R_CatOverweight 0.47242013 1.603871e+00 5.710169e-02
## raceaChinese:BMI_R_CatOverweight 0.40996186 1.506760e+00 5.856197e-01
## raceaFilipino:BMI_R_CatOverweight 0.33434805 1.397029e+00 5.839483e-01
## raceaAsian Indian:BMI_R_CatOverweight 0.58145426 1.788638e+00 6.582901e-01
## raceaWhite:BMI_R_CatUnderweight 0.53841850 1.713295e+00 2.344294e-01
## raceaChinese:BMI_R_CatUnderweight -11.58835548 9.273446e-06 4.609499e+02
## raceaFilipino:BMI_R_CatUnderweight -11.44501204 1.070273e-05 6.737831e+02
## raceaAsian Indian:BMI_R_CatUnderweight -11.84363123 7.184165e-06 1.232970e+03
## z Pr(>|z|)
## raceaChinese 0.346217786 7.291790e-01
## raceaFilipino 0.133836740 8.935317e-01
## raceaAsian Indian 0.435637686 6.630996e-01
## SEX -14.007594896 1.400687e-44
## raceaWhite:BMI_R_CatObese 28.475618017 2.348242e-178
## raceaChinese:BMI_R_CatObese 3.163081054 1.561089e-03
## raceaFilipino:BMI_R_CatObese 2.379499945 1.733615e-02
## raceaAsian Indian:BMI_R_CatObese 1.148088879 2.509319e-01
## raceaWhite:BMI_R_CatOverweight 8.273313282 1.302868e-16
## raceaChinese:BMI_R_CatOverweight 0.700047893 4.838974e-01
## raceaFilipino:BMI_R_CatOverweight 0.572564429 5.669397e-01
## raceaAsian Indian:BMI_R_CatOverweight 0.883279644 3.770852e-01
## raceaWhite:BMI_R_CatUnderweight 2.296719229 2.163479e-02
## raceaChinese:BMI_R_CatUnderweight -0.025140161 9.799432e-01
## raceaFilipino:BMI_R_CatUnderweight -0.016986197 9.864476e-01
## raceaAsian Indian:BMI_R_CatUnderweight -0.009605772 9.923358e-01
read: https://socialsciences.mcmaster.ca/jfox/Books/Companion/appendices/Appendix-Cox-Regression.pdf
data_practice<-data_practice%>%
mutate(sex=as_factor(SEX))%>%#removing extraneous levels
mutate(sex=relevel(droplevels(sex), "Male"))%>%
mutate(racea2=droplevels(racea))%>%
mutate(racea2=relevel(racea2, "White"))%>%
mutate(Smoking_recode=relevel(as_factor(Smoking_recode), "Never Smoked"))
cox_mod2<-coxph(Surv(exposure_birth, Diab_Und_ACM) ~ strata(racea2) + sex + BMI_R_Cat+Education_recode+Earnings_recode+Smoking_recode+Insurance_recode+USBorn_Recode, data = data_practice)
cox_summary<-summary(cox_mod2)
cox_summary
## Call:
## coxph(formula = Surv(exposure_birth, Diab_Und_ACM) ~ strata(racea2) +
## sex + BMI_R_Cat + Education_recode + Earnings_recode + Smoking_recode +
## Insurance_recode + USBorn_Recode, data = data_practice)
##
## n= 280947, number of events= 1629
## (70 observations deleted due to missingness)
##
## coef exp(coef) se(coef)
## sexFemale -0.73311 0.48041 0.05507
## BMI_R_CatObese 1.49133 4.44299 0.07273
## BMI_R_CatOverweight 0.44203 1.55587 0.07751
## BMI_R_CatUnderweight -0.22670 0.79716 0.41355
## Education_recodeDid Not Complete High School 0.40402 1.49784 0.09740
## Education_recodeHigh School Grad 0.21473 1.23953 0.08342
## Education_recodePost Bachelor -0.27778 0.75746 0.11479
## Education_recodeSome College 0.18200 1.19961 0.08403
## Education_recodeUnknown 1.04032 2.83012 0.41650
## Earnings_recodeCat2 -0.24648 0.78155 0.05864
## Earnings_recodeCat3 -0.60416 0.54653 0.08414
## Smoking_recodeCurrent Smoker 0.66201 1.93868 0.06455
## Smoking_recodeFormer Smoker -0.02342 0.97686 0.05987
## Smoking_recodeUnknown 0.52327 1.68753 0.58031
## Insurance_recodeUncovered 0.45365 1.57405 0.07496
## Insurance_recodeUnknown 0.92341 2.51787 0.50096
## USBorn_RecodeBorn Outside US -0.33927 0.71229 0.08903
## z Pr(>|z|)
## sexFemale -13.313 < 2e-16 ***
## BMI_R_CatObese 20.506 < 2e-16 ***
## BMI_R_CatOverweight 5.703 1.18e-08 ***
## BMI_R_CatUnderweight -0.548 0.583566
## Education_recodeDid Not Complete High School 4.148 3.35e-05 ***
## Education_recodeHigh School Grad 2.574 0.010054 *
## Education_recodePost Bachelor -2.420 0.015523 *
## Education_recodeSome College 2.166 0.030320 *
## Education_recodeUnknown 2.498 0.012497 *
## Earnings_recodeCat2 -4.203 2.63e-05 ***
## Earnings_recodeCat3 -7.181 6.93e-13 ***
## Smoking_recodeCurrent Smoker 10.256 < 2e-16 ***
## Smoking_recodeFormer Smoker -0.391 0.695722
## Smoking_recodeUnknown 0.902 0.367213
## Insurance_recodeUncovered 6.052 1.43e-09 ***
## Insurance_recodeUnknown 1.843 0.065290 .
## USBorn_RecodeBorn Outside US -3.811 0.000139 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## exp(coef) exp(-coef) lower .95
## sexFemale 0.4804 2.0815 0.4313
## BMI_R_CatObese 4.4430 0.2251 3.8528
## BMI_R_CatOverweight 1.5559 0.6427 1.3366
## BMI_R_CatUnderweight 0.7972 1.2545 0.3544
## Education_recodeDid Not Complete High School 1.4978 0.6676 1.2375
## Education_recodeHigh School Grad 1.2395 0.8068 1.0526
## Education_recodePost Bachelor 0.7575 1.3202 0.6049
## Education_recodeSome College 1.1996 0.8336 1.0175
## Education_recodeUnknown 2.8301 0.3533 1.2511
## Earnings_recodeCat2 0.7815 1.2795 0.6967
## Earnings_recodeCat3 0.5465 1.8297 0.4634
## Smoking_recodeCurrent Smoker 1.9387 0.5158 1.7083
## Smoking_recodeFormer Smoker 0.9769 1.0237 0.8687
## Smoking_recodeUnknown 1.6875 0.5926 0.5411
## Insurance_recodeUncovered 1.5740 0.6353 1.3590
## Insurance_recodeUnknown 2.5179 0.3972 0.9432
## USBorn_RecodeBorn Outside US 0.7123 1.4039 0.5982
## upper .95
## sexFemale 0.5352
## BMI_R_CatObese 5.1237
## BMI_R_CatOverweight 1.8111
## BMI_R_CatUnderweight 1.7929
## Education_recodeDid Not Complete High School 1.8129
## Education_recodeHigh School Grad 1.4597
## Education_recodePost Bachelor 0.9486
## Education_recodeSome College 1.4144
## Education_recodeUnknown 6.4022
## Earnings_recodeCat2 0.8767
## Earnings_recodeCat3 0.6445
## Smoking_recodeCurrent Smoker 2.2001
## Smoking_recodeFormer Smoker 1.0985
## Smoking_recodeUnknown 5.2628
## Insurance_recodeUncovered 1.8232
## Insurance_recodeUnknown 6.7213
## USBorn_RecodeBorn Outside US 0.8481
##
## Concordance= 0.742 (se = 0.008 )
## Likelihood ratio test= 1164 on 17 df, p=<2e-16
## Wald test = 1146 on 17 df, p=<2e-16
## Score (logrank) test = 1256 on 17 df, p=<2e-16
#Removing empty coefficients
# coxcoefficients<-cox_summary$coefficients #removing empty coefficients
# coxcoefficients[!is.na(coxcoefficients[,1]),] #removing empty coefficients
plot(survfit(cox_mod2), xlab="Years",ylab="Proportion Not Dead due to Diabetes", ylim=c(0.75,1))
#ggforest(cox_mod2, fontsize = 0.5)
data_practice<-data_practice%>%
mutate(Mort_recode=ifelse(MORTSTAT==1, TRUE, FALSE))
cox_mod3<-coxph(Surv(exposure_birth, Mort_recode) ~ racea2 + sex + Diabetes_Lifetime:racea2+ BMI_R_Cat+Education_recode+Earnings_recode+Smoking_recode+Insurance_recode+USBorn_Recode, data = data_practice)
cox_summary<-summary(cox_mod3)
cox_summary
## Call:
## coxph(formula = Surv(exposure_birth, Mort_recode) ~ racea2 +
## sex + Diabetes_Lifetime:racea2 + BMI_R_Cat + Education_recode +
## Earnings_recode + Smoking_recode + Insurance_recode + USBorn_Recode,
## data = data_practice)
##
## n= 280947, number of events= 17002
## (70 observations deleted due to missingness)
##
## coef exp(coef) se(coef)
## racea2Chinese 0.174756 1.190955 0.116786
## racea2Filipino -0.311679 0.732217 0.119317
## racea2Asian Indian -0.051795 0.949523 0.166616
## sexFemale -0.500751 0.606075 0.016702
## BMI_R_CatObese 0.149129 1.160822 0.020474
## BMI_R_CatOverweight -0.108607 0.897083 0.018949
## BMI_R_CatUnderweight 0.462881 1.588644 0.061486
## Education_recodeDid Not Complete High School 0.244022 1.276372 0.030745
## Education_recodeHigh School Grad 0.176913 1.193527 0.025371
## Education_recodePost Bachelor -0.187696 0.828866 0.033596
## Education_recodeSome College 0.137109 1.146954 0.025542
## Education_recodeUnknown 0.095425 1.100126 0.201587
## Earnings_recodeCat2 -0.003065 0.996939 0.018088
## Earnings_recodeCat3 -0.262073 0.769455 0.025505
## Smoking_recodeCurrent Smoker 1.072602 2.922974 0.019358
## Smoking_recodeFormer Smoker 0.116844 1.123944 0.019711
## Smoking_recodeUnknown 0.396811 1.487075 0.236284
## Insurance_recodeUncovered 0.498121 1.645626 0.023097
## Insurance_recodeUnknown 0.379955 1.462218 0.192717
## USBorn_RecodeBorn Outside US -0.365113 0.694118 0.028365
## racea2White:Diabetes_LifetimeDiabetic 0.726694 2.068231 0.020719
## racea2Chinese:Diabetes_LifetimeDiabetic 1.013945 2.756454 0.251728
## racea2Filipino:Diabetes_LifetimeDiabetic 0.938247 2.555499 0.217402
## racea2Asian Indian:Diabetes_LifetimeDiabetic 0.582456 1.790431 0.287496
## z Pr(>|z|)
## racea2Chinese 1.496 0.1346
## racea2Filipino -2.612 0.0090 **
## racea2Asian Indian -0.311 0.7559
## sexFemale -29.981 < 2e-16 ***
## BMI_R_CatObese 7.284 3.25e-13 ***
## BMI_R_CatOverweight -5.732 9.95e-09 ***
## BMI_R_CatUnderweight 7.528 5.14e-14 ***
## Education_recodeDid Not Complete High School 7.937 2.07e-15 ***
## Education_recodeHigh School Grad 6.973 3.10e-12 ***
## Education_recodePost Bachelor -5.587 2.31e-08 ***
## Education_recodeSome College 5.368 7.96e-08 ***
## Education_recodeUnknown 0.473 0.6360
## Earnings_recodeCat2 -0.169 0.8654
## Earnings_recodeCat3 -10.275 < 2e-16 ***
## Smoking_recodeCurrent Smoker 55.409 < 2e-16 ***
## Smoking_recodeFormer Smoker 5.928 3.07e-09 ***
## Smoking_recodeUnknown 1.679 0.0931 .
## Insurance_recodeUncovered 21.566 < 2e-16 ***
## Insurance_recodeUnknown 1.972 0.0487 *
## USBorn_RecodeBorn Outside US -12.872 < 2e-16 ***
## racea2White:Diabetes_LifetimeDiabetic 35.073 < 2e-16 ***
## racea2Chinese:Diabetes_LifetimeDiabetic 4.028 5.63e-05 ***
## racea2Filipino:Diabetes_LifetimeDiabetic 4.316 1.59e-05 ***
## racea2Asian Indian:Diabetes_LifetimeDiabetic 2.026 0.0428 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## exp(coef) exp(-coef) lower .95
## racea2Chinese 1.1910 0.8397 0.9473
## racea2Filipino 0.7322 1.3657 0.5795
## racea2Asian Indian 0.9495 1.0532 0.6850
## sexFemale 0.6061 1.6500 0.5866
## BMI_R_CatObese 1.1608 0.8615 1.1152
## BMI_R_CatOverweight 0.8971 1.1147 0.8644
## BMI_R_CatUnderweight 1.5886 0.6295 1.4083
## Education_recodeDid Not Complete High School 1.2764 0.7835 1.2017
## Education_recodeHigh School Grad 1.1935 0.8379 1.1356
## Education_recodePost Bachelor 0.8289 1.2065 0.7760
## Education_recodeSome College 1.1470 0.8719 1.0909
## Education_recodeUnknown 1.1001 0.9090 0.7411
## Earnings_recodeCat2 0.9969 1.0031 0.9622
## Earnings_recodeCat3 0.7695 1.2996 0.7319
## Smoking_recodeCurrent Smoker 2.9230 0.3421 2.8142
## Smoking_recodeFormer Smoker 1.1239 0.8897 1.0814
## Smoking_recodeUnknown 1.4871 0.6725 0.9359
## Insurance_recodeUncovered 1.6456 0.6077 1.5728
## Insurance_recodeUnknown 1.4622 0.6839 1.0022
## USBorn_RecodeBorn Outside US 0.6941 1.4407 0.6566
## racea2White:Diabetes_LifetimeDiabetic 2.0682 0.4835 1.9859
## racea2Chinese:Diabetes_LifetimeDiabetic 2.7565 0.3628 1.6830
## racea2Filipino:Diabetes_LifetimeDiabetic 2.5555 0.3913 1.6689
## racea2Asian Indian:Diabetes_LifetimeDiabetic 1.7904 0.5585 1.0192
## upper .95
## racea2Chinese 1.4973
## racea2Filipino 0.9251
## racea2Asian Indian 1.3162
## sexFemale 0.6262
## BMI_R_CatObese 1.2084
## BMI_R_CatOverweight 0.9310
## BMI_R_CatUnderweight 1.7921
## Education_recodeDid Not Complete High School 1.3557
## Education_recodeHigh School Grad 1.2544
## Education_recodePost Bachelor 0.8853
## Education_recodeSome College 1.2058
## Education_recodeUnknown 1.6332
## Earnings_recodeCat2 1.0329
## Earnings_recodeCat3 0.8089
## Smoking_recodeCurrent Smoker 3.0360
## Smoking_recodeFormer Smoker 1.1682
## Smoking_recodeUnknown 2.3630
## Insurance_recodeUncovered 1.7218
## Insurance_recodeUnknown 2.1333
## USBorn_RecodeBorn Outside US 0.7338
## racea2White:Diabetes_LifetimeDiabetic 2.1539
## racea2Chinese:Diabetes_LifetimeDiabetic 4.5146
## racea2Filipino:Diabetes_LifetimeDiabetic 3.9132
## racea2Asian Indian:Diabetes_LifetimeDiabetic 3.1454
##
## Concordance= 0.703 (se = 0.003 )
## Likelihood ratio test= 8012 on 24 df, p=<2e-16
## Wald test = 8639 on 24 df, p=<2e-16
## Score (logrank) test = 9435 on 24 df, p=<2e-16
#plot(survfit(cox_mod3), xlab="Years",ylab="Proportion Not Dead due to Diabetes", ylim=c(0.75,1))
ggforest(cox_mod3, fontsize = 0.5)#Issues displaying interaction term
## Warning in .get_data(model, data = data): The `data` argument is not provided.
## Data will be extracted from model fit.